{"id":"W4394911997","doi":"10.1287/mnsc.2023.00383","title":"Strategy-Proof Multi-Issue Mediation: An Application to Online Dispute Resolution","year":2024,"lang":"en","type":"article","venue":"Management Science","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mediation; Alternative dispute resolution; Proof of concept; Dispute resolution; Computer science; Resolution (logic); Law and economics; Business; Process management; Political science; Economics; Law; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001198808,0.0000991831,0.0001705686,0.0004017688,0.000210522,0.0003804008,0.0005094029,0.00003892953,0.00007601995],"category_scores_gemma":[0.00001992721,0.0001316154,0.00003749866,0.0008098185,0.0001359408,0.0008300255,0.0001293973,0.00005959423,0.001508509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716424,"about_ca_system_score_gemma":0.00001656513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003635355,"about_ca_topic_score_gemma":0.0003096279,"domain_scores_codex":[0.9983715,0.000007767195,0.0004743769,0.0007635743,0.00007795293,0.0003047932],"domain_scores_gemma":[0.99927,0.000008824554,0.0001118496,0.0004411445,0.00002237747,0.000145846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004873019,0.0001243596,0.0025777,0.00008241332,0.00001789341,0.000003360445,0.0005119229,0.005654515,0.00008113193,0.9530426,0.001243321,0.03665595],"study_design_scores_gemma":[0.0003166028,0.0001390732,0.06041979,0.00004199396,0.000009506254,0.000001387282,0.000420023,0.6295778,0.00009352554,0.04878606,0.2596925,0.0005017191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1085488,0.001434311,0.7573295,0.005066255,0.004976932,0.002429579,0.0002999029,0.000438345,0.1194765],"genre_scores_gemma":[0.9947076,0.00007566457,0.002632831,0.0003155763,0.0004624354,0.00008484228,0.00004138271,0.00001487561,0.001664807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9042565,"threshold_uncertainty_score":0.9992689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708186663791133,"score_gpt":0.2701967981273111,"score_spread":0.2331149314893998,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}